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ResearchFormerly WizWand

Classification on ColonINST (seen)

94.06AccuracyColonGPT
86.946488.793290.6492.4868Oct 22, 2024
Updated 8mo ago

Evaluation results

MethodLinks
ColonGPTVisual encoder=SigLIP-SO (384px), Language model=Phi1.5 (1.3B), LoRA=false, EXT=false2024.1094.06
LLaVA-Med-v1.0Visual encoder=CLIP-L/14 (224px), Language model=LLaMA1 (7B), LoRA=true, EXT=false2024.1093.84
MobileVLM-1.7BVisual encoder=CLIP-L/14 (336px), Language model=MobileLLaMA (1.4B), LoRA=true, EXT=true2024.1093.64
LLaVA-Med-v1.5Visual encoder=CLIP-L/14 (224px), Language model=Mistral-v0.2 (7B), LoRA=true, EXT=false2024.1093.62
LLaVA-Med-v1.0Visual encoder=CLIP-L/14 (224px), Language model=LLaMA1 (7B), LoRA=false, EXT=false2024.1093.52
LLaVA-v1.5Visual encoder=CLIP-L/14 (336px), Language model=Vicuna-v1.5 (7B), LoRA=true, EXT=true2024.1093.33
MGM-2BVisual encoder=CLIP-L/14 (336px) & ConvNeXt-L (768px), Language model=Gemma (2B), LoRA=true, EXT=false2024.1093.24
MobileVLM-1.7BVisual encoder=CLIP-L/14 (336px), Language model=MobileLLaMA (1.4B), LoRA=true, EXT=false2024.1093.02
LLaVA-v1.5Visual encoder=CLIP-L/14 (336px), Language model=Vicuna-v1.5 (7B), LoRA=true, EXT=false2024.1092.97
MGM-2BVisual encoder=CLIP-L/14 (336px) & ConvNeXt-L (768px), Language model=Gemma (2B), LoRA=false, EXT=false2024.1092.97
Bunny-v1.0-3BVisual encoder=SigLIP-SO (384px), Language model=Phi2 (2.7B), LoRA=true, EXT=true2024.1092.47
MiniGPT-v2Visual encoder=EVA-G/14 (448px), Language model=LLaMA2 (7B), LoRA=false, EXT=false2024.1091.49
Bunny-v1.0-3BVisual encoder=SigLIP-SO (384px), Language model=Phi2 (2.7B), LoRA=true, EXT=false2024.1091.16
MiniGPT-v2Visual encoder=EVA-G/14 (448px), Language model=LLaMA2 (7B), LoRA=true, EXT=true2024.1090
LLaVA-v1Visual encoder=CLIP-L/14 (224px), Language model=Vicuna-v1.3 (7B), LoRA=true, EXT=true2024.1089.61
LLaVA-v1Visual encoder=CLIP-L/14 (224px), Language model=Vicuna-v1.3 (7B), LoRA=true, EXT=false2024.1087.86
LLaVA-Med-v1.5Visual encoder=CLIP-L/14 (224px), Language model=Mistral-v0.2 (7B), LoRA=false, EXT=false2024.1087.22